MARC details
000 -LEADER |
fixed length control field |
02380nam a2200361 i 4500 |
001 - CONTROL NUMBER |
control field |
CR9781108773157 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
UkCbUP |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20240909174854.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
fixed length control field |
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007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr|||||||||||| |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
190410s2023||||enk o ||1 0|eng|d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9781108773157 (ebook) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
Canceled/invalid ISBN |
9781108488907 (hardback) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
Canceled/invalid ISBN |
9781108715669 (paperback) |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
UkCbUP |
Language of cataloging |
eng |
Description conventions |
rda |
Transcribing agency |
UkCbUP |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
QA276.7 |
Item number |
.E47 2023 |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
519.5 |
Edition number |
23 |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Efron, Bradley, |
Relator term |
author. |
245 10 - TITLE STATEMENT |
Title |
Exponential families in theory and practice / |
Statement of responsibility, etc. |
Bradley Efron. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
Place of production, publication, distribution, manufacture |
Cambridge : |
Name of producer, publisher, distributor, manufacturer |
Cambridge University Press, |
Date of production, publication, distribution, manufacture, or copyright notice |
2023. |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 online resource (xii, 250 pages) : |
Other physical details |
digital, PDF file(s). |
336 ## - CONTENT TYPE |
Content type term |
text |
Content type code |
txt |
Source |
rdacontent |
337 ## - MEDIA TYPE |
Media type term |
computer |
Media type code |
c |
Source |
rdamedia |
338 ## - CARRIER TYPE |
Carrier type term |
online resource |
Carrier type code |
cr |
Source |
rdacarrier |
490 1# - SERIES STATEMENT |
Series statement |
Institute of Mathematical Statistics textbooks ; |
Volume/sequential designation |
16 |
500 ## - GENERAL NOTE |
General note |
Title from publisher's bibliographic system (viewed on 23 Nov 2022). |
520 ## - SUMMARY, ETC. |
Summary, etc. |
During the past half-century, exponential families have attained a position at the center of parametric statistical inference. Theoretical advances have been matched, and more than matched, in the world of applications, where logistic regression by itself has become the go-to methodology in medical statistics, computer-based prediction algorithms, and the social sciences. This book is based on a one-semester graduate course for first year Ph.D. and advanced master's students. After presenting the basic structure of univariate and multivariate exponential families, their application to generalized linear models including logistic and Poisson regression is described in detail, emphasizing geometrical ideas, computational practice, and the analogy with ordinary linear regression. Connections are made with a variety of current statistical methodologies: missing data, survival analysis and proportional hazards, false discovery rates, bootstrapping, and empirical Bayes analysis. The book connects exponential family theory with its applications in a way that doesn't require advanced mathematical preparation. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Exponential families (Statistics) |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
Relationship information |
Print version: |
International Standard Book Number |
9781108488907 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
Uniform title |
Institute of Mathematical Statistics textbooks ; |
Volume/sequential designation |
16. |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Uniform Resource Identifier |
<a href="https://doi.org/10.1017/9781108773157">https://doi.org/10.1017/9781108773157</a> |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
Dewey Decimal Classification |
Koha item type |
eBooks |